The American journal of emergency medicine
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Comparative Study
Comparison of MPL-ANN and PLS-DA models for predicting the severity of patients with acute pancreatitis: An exploratory study.
Acute pancreatitis (AP) is a common inflammatory disorder that may develop into severe AP (SAP), resulting in life-threatening complications and even death. The purpose of this study was to explore two different machine learning models of multilayer perception-artificial neural network (MPL-ANN) and partial least squares-discrimination (PLS-DA) to diagnose and predict AP patients' severity. ⋯ The results demonstrated that the MPL-ANN model based on routine blood and serum biochemical indexes provides a reliable and straightforward daily clinical practice tool to predict AP patients' severity.
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Sympathetic crashing acute pulmonary edema (SCAPE) describes the most severe presentation of acute heart failure (AHF). Immediate intervention is required to prevent hemodynamic decompensation and endotracheal intubation. Although high-dose nitroglycerin (>100 μg/min) has been described for this clinical scenario in limited case reports, the concern for adverse effects such as hypotension and syncope limit providers comfortability in initiating nitroglycerin at these doses. Described here is a case series of four patients who safely and effectively received high-dose nitroglycerin infusions for the management of SCAPE.
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To determine whether Potentially Inappropriate Medications (PIMs) prescribed in an academic emergency department (ED) are associated with increased ED revisits in older adults. ⋯ Patients discharged from the ED receiving potentially inappropriate medications as defined by Category 1 of the 2015 updated Beers criteria had lower odds of revisiting the ED within 30 days of index visit. Sociodemographic factors such as gender and race did not predict ED revisits or hospital admissions. Clinical characteristics predicted ED revisits and hospital admissions, the strongest risk being increasing Charlson Comorbidity Index score followed by triage acuity and chief complaint. Future studies are needed to delineate the implications of our findings.
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Observational Study
Identification and early anticoagulation in patients with atrial fibrillation in the emergency department.
Emergency departments (ED) in the United States see more than half a million atrial fibrillation visits a year, however guideline recommended anticoagulation is prescribed in <55% of eligible patients. ⋯ A multidisciplinary team approach with TOC services for the identification and early intervention of NVAF patients at risk of stroke in the ED can significantly improve the percentage of moderate to high-risk patients that are discharged home with guideline based OAC.
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Transaminase elevations can occur from liver injury or in the setting of rhabdomyolysis. The goal of this study is to evaluate indices that could differentiate acetaminophen toxicity from muscle injury in the setting of transaminase elevations. ⋯ Elevated transaminases due to liver injury from acetaminophen ingestion had a different pattern than elevated transaminases due to rhabdomyolysis. Lower AST:ALT ratios were found in acetaminophen cases, however, the specificity using a ratio threshold of ≤1 would be 83%.